{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "draw_networkx_edge_labels() got an unexpected keyword argument 'edge1_labels'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_3905952/312926979.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwith_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnode_color\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'red'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnode_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m300\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfont_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0medge_labels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_edge_attributes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'weight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw_networkx_edge_labels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge1_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0medge_labels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfont_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Network Topology\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: draw_networkx_edge_labels() got an unexpected keyword argument 'edge1_labels'"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "with open('./data/generate.txt', 'r') as file:\n",
    "    lines = file.readlines()\n",
    "n = int(lines[0])\n",
    "nodes = [int(line) for line in lines[1:n+1]]\n",
    "G = nx.Graph()\n",
    "G.add_nodes_from(nodes)\n",
    "m = int(lines[n+1])\n",
    "for line in lines[n+2:n+m+2]:\n",
    "    start, end, weight = map(int, line.split())\n",
    "    G.add_edge(start, end, weight=weight)\n",
    "fig, ax = plt.subplots()\n",
    "pos = nx.spring_layout(G, seed=41) \n",
    "nx.draw(G, pos, ax=ax, with_labels=True, node_color='red', node_size=300, font_size=8, alpha=1)\n",
    "edge_labels = nx.get_edge_attributes(G, 'weight')\n",
    "nx.draw_networkx_edge_labels(G, pos, edge1_labels=edge_labels, font_size=6)\n",
    "plt.title(\"Network Topology\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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